{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# 2023年订单分析\n",
    "以下数据来源于2023年暑期报名已确认订单数据"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  #设定默认字体\n",
    "plt.rcParams['axes.unicode_minus'] = False  #解决保存图像是负号“-”显示为方块的问题"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-30T16:02:10.863554Z",
     "end_time": "2024-07-30T16:02:12.375436Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "data": {
      "text/plain": "      ID   出发日期 线路代码  人数     金额      计调   报名日期  报名时间  报名星期  提前报名天数  区域ID   区域  \\\n0  98978  07/08   W6   5   6000     张丽红  07/01     9     1       7  1252  沂源县   \n1  98981  07/08   W6   4   5000  沈婷(收客)  07/02    10     2       6  1297  曲阜市   \n2  98998  07/08   W6  10  10260  沈婷(收客)  07/05    11     5       3  1297  曲阜市   \n3  99002  07/08   W9   3   2750     张丽红  07/05    17     5       3  1223  历下区   \n4  98988  07/08   W9   4   3100  王静(收客)  07/03    13     3       5  1298  兖州市   \n\n   城市ID  城市               组团社  等级 rank  \n0   137  淄博  淄博金桥国际旅游有限公司沂源分部   1   先付  \n1   142  济宁            曲阜春秋国旅   1   先付  \n2   142  济宁   曲阜礼乐文化国际旅行社众信旅游   1   先付  \n3   135  济南      济南旅游百事通唐王营业部   1   先付  \n4   142  济宁            相约户外旅行   1   先付  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>ID</th>\n      <th>出发日期</th>\n      <th>线路代码</th>\n      <th>人数</th>\n      <th>金额</th>\n      <th>计调</th>\n      <th>报名日期</th>\n      <th>报名时间</th>\n      <th>报名星期</th>\n      <th>提前报名天数</th>\n      <th>区域ID</th>\n      <th>区域</th>\n      <th>城市ID</th>\n      <th>城市</th>\n      <th>组团社</th>\n      <th>等级</th>\n      <th>rank</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>98978</td>\n      <td>07/08</td>\n      <td>W6</td>\n      <td>5</td>\n      <td>6000</td>\n      <td>张丽红</td>\n      <td>07/01</td>\n      <td>9</td>\n      <td>1</td>\n      <td>7</td>\n      <td>1252</td>\n      <td>沂源县</td>\n      <td>137</td>\n      <td>淄博</td>\n      <td>淄博金桥国际旅游有限公司沂源分部</td>\n      <td>1</td>\n      <td>先付</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>98981</td>\n      <td>07/08</td>\n      <td>W6</td>\n      <td>4</td>\n      <td>5000</td>\n      <td>沈婷(收客)</td>\n      <td>07/02</td>\n      <td>10</td>\n      <td>2</td>\n      <td>6</td>\n      <td>1297</td>\n      <td>曲阜市</td>\n      <td>142</td>\n      <td>济宁</td>\n      <td>曲阜春秋国旅</td>\n      <td>1</td>\n      <td>先付</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>98998</td>\n      <td>07/08</td>\n      <td>W6</td>\n      <td>10</td>\n      <td>10260</td>\n      <td>沈婷(收客)</td>\n      <td>07/05</td>\n      <td>11</td>\n      <td>5</td>\n      <td>3</td>\n      <td>1297</td>\n      <td>曲阜市</td>\n      <td>142</td>\n      <td>济宁</td>\n      <td>曲阜礼乐文化国际旅行社众信旅游</td>\n      <td>1</td>\n      <td>先付</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>99002</td>\n      <td>07/08</td>\n      <td>W9</td>\n      <td>3</td>\n      <td>2750</td>\n      <td>张丽红</td>\n      <td>07/05</td>\n      <td>17</td>\n      <td>5</td>\n      <td>3</td>\n      <td>1223</td>\n      <td>历下区</td>\n      <td>135</td>\n      <td>济南</td>\n      <td>济南旅游百事通唐王营业部</td>\n      <td>1</td>\n      <td>先付</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>98988</td>\n      <td>07/08</td>\n      <td>W9</td>\n      <td>4</td>\n      <td>3100</td>\n      <td>王静(收客)</td>\n      <td>07/03</td>\n      <td>13</td>\n      <td>3</td>\n      <td>5</td>\n      <td>1298</td>\n      <td>兖州市</td>\n      <td>142</td>\n      <td>济宁</td>\n      <td>相约户外旅行</td>\n      <td>1</td>\n      <td>先付</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "year = '2024'\n",
    "data = pd.read_excel('./data/enroll' + year + '.xlsm')\n",
    "rank_map = {1: '先付', 2: '周结算'}\n",
    "data['rank'] = data['等级'].map(rank_map)\n",
    "data.head()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-30T16:02:12.377432Z",
     "end_time": "2024-07-30T16:02:13.354625Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: title={'center': '2024年暑期每日报名人数'}, xlabel='报名日期'>"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 2000x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dt = data.groupby('报名日期')[['人数']].sum()\n",
    "dt.plot(kind='bar', title=year + '年暑期每日报名人数', figsize=(20, 5))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-30T16:02:13.358622Z",
     "end_time": "2024-07-30T16:02:13.771834Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: title={'center': '2024年暑期提前几天报名人数'}, xlabel='提前报名天数'>"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dt = data.groupby('提前报名天数')[['人数']].sum()\n",
    "dt.plot(kind='bar', title=year + '年暑期提前几天报名人数')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-30T16:02:13.771834Z",
     "end_time": "2024-07-30T16:02:14.036585Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: title={'center': '2024年暑期星期几报名人数'}, xlabel='报名星期'>"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dt = data.groupby('报名星期')[['人数']].sum()\n",
    "dt.plot(kind='bar', title=year + '年暑期星期几报名人数')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-30T16:02:13.998591Z",
     "end_time": "2024-07-30T16:02:14.165734Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: title={'center': '2024年暑期报名时段人数统计'}, xlabel='报名时间'>"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dt = data.groupby('报名时间')[['人数']].sum()\n",
    "dt.plot(kind='bar', title=year + '年暑期报名时段人数统计')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-30T16:02:14.168733Z",
     "end_time": "2024-07-30T16:02:14.377995Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: title={'center': '2024年暑期发班人数'}, xlabel='出发日期'>"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 2000x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dt = data.groupby('出发日期')[['人数']].sum()\n",
    "dt.plot(kind='bar', title=year + '年暑期发班人数', figsize=(20, 5))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-30T16:02:14.369001Z",
     "end_time": "2024-07-30T16:02:14.611329Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: title={'center': '2024年暑期每单人数统计'}, xlabel='人数'>"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dt = data.groupby('人数')[['ID']].count()\n",
    "dt.plot(kind='bar', title=year + '年暑期每单人数统计')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-30T16:02:14.612330Z",
     "end_time": "2024-07-30T16:02:14.825636Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: title={'center': '各城市第三方报名占比'}, xlabel='城市'>"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t1 = pd.crosstab(data['城市'], data['rank'])\n",
    "t1.sort_values('先付').plot(kind='bar', stacked=True, title='各城市第三方报名占比')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-30T16:02:14.827640Z",
     "end_time": "2024-07-30T16:02:15.053232Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: title={'center': '2024年暑期各城市收客人数'}, ylabel='城市'>"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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cOnUKjo6ONoNkV69ejXnz5iEwMBDr169H0aJFpTKMRiOSkpKkL+onT55ItzT0er00ABeA9Nh7QkICwsLCpMG2UVFRKFu2LIDkJ7AaN26MCxcuIDAwELVq1cL+/fulQd9hYWHQaDQYPXo0hg4div379+PSpUtYvXp1mr1UKV68eCH1fqQ8Hl+yZEmsWbMGp06dQq1atTIdFjLj8uXLsFgsmDZtGr7//ntcunTJppdOoVCgS5cuWLBgARwcHNKte0owPHz4MLZv344jR46gZMmSWLduHQwGA2bMmIG2bdvCxcUFlStXRoUKFZAvXz58/PHHqQZQA8lP2s2ZMwft27eHr68vevXqhR9++AHt27dP86m20NBQlC9fHlqtFomJiXByckLZsmVhNpvh5OSEyMhInD17Fi1atIDRaMTx48fx5ZdfvrXrSPSvyDtkiMj+HThwQKhUKjFnzhyb9QUKFLAZgGq1WkXu3LnFlClTpHVms1k0aNBAFClSJNVgZbw04PbVT+3atcX169cz3Cejj1arTdWOn3/+WdquUqnS/AAQe/futTkuICBAuLq6Cg8PD5uPq6ur0Gg0YsqUKaJ48eLip59+ko754osvbAYPb9y4UZw/f14IIYRSqcyw7nnz5hVCpB5ULYQQPj4+YseOHeL48eOiW7duok+fPkIIIRo3biwWLFggTp06JZycnETNmjXF1KlTUx2fMhj5ypUrqda9PED50KFDAoAIDw+X1u3bt0/kypVLDBw4UOzcuVMMHDhQdO/e3ab8W7duCQDCwcFBPHz4MNX5BwwYILRarfRv1Lx5c7Fu3ToRExMjDVB+/vy5+PPPP0WPHj1E3rx5hUKhEADEiRMnUpUnhBATJkwQLi4u4sGDB0IIIaKiooSvr6/o27dvmvun2L59uwgICBBJSUlCCCG6d+8uevbsKYRI/lkuUqSI+Oabb4RKpRIREREZlkWU1Rh2iLLQ1atXhZeXl+jcuXOqbSNHjhRFihQROp1OCCHE+vXrBQBx7tw5aZ9+/foJJyenNJ/0uXDhQqoPALF48WJx+/ZtYbFYhF6vF4mJicJkMqU6PuVprFeZzWbx4sULIYQQly9fFsHBwaJkyZICgPD19RUhISFptjUuLk4AEEeOHEm1zWg0il9//VUYjUYhhBDHjx8XFy9eFEIIERkZKVQqldi9e7e0/6th52WOjo7izz//THPb8uXLRWBgYKr1N2/eFEuXLhVOTk5CoVCIJk2aiAIFCkgBtFatWmLFihXCbDYLLy8voVAoxJ07d1KV888//2Qq7OzcuVMAEI8ePUp1HV5u46th56+//hJqtVrkypVL3L9/P9X5N2/eLLp37y62b98uJk2a9NrQ6unpKaKiosSGDRvS/Bk4ffq00Gq1NgFbCCHWrl0rAIiff/451TFCJIeZChUqiHLlyomFCxeK3bt3C0dHR3Hjxg1pn9mzZwsAom3btmmWQfQu8TYWURYxmUxo3749NBoNBgwYgHPnzknbgoKC8M0332D9+vWoUqUKPvzwQ2zcuBEtW7ZEpUqVACQPPl60aBFGjhwJs9ksHe/m5oagoKA0b0kAQNGiRaXbSikDk9+ESqWSbu94eXnhn3/+Qe/evaFQKPDNN99IT3G9SggBIPX7cYDkd8DMnTsXjRo1QrFixaRpBo4fP45t27bB0dFRekne67zunTFpjU+aNWsWVq5ciT59+qBLly6IjIxEq1atULlyZTRo0ADHjx/HlClTEB4eDqVSiYCAABQsWBAnT55E5cqVpXOmNfj5ZQ8ePECdOnXw9OlT5MmTB3ny5Ml03desWYO+ffvi008/xdOnT1GrVi2sXbvWZvqHtm3bom3btgCSn84rWLAgwsLC0ixvxYoV+PHHH+Hr65vmLbEzZ86gWbNmaN26tc0cXUDyO52OHz+OkSNHIjIyEhMmTLC5rgqFArt27cK+ffvwxx9/YOvWrXB2dsb69esxbNgweHl5ST8PFosFZrPZ5vYl0Tsnd9oislcpvQBpfVLetRIRESE+++wz8cEHH4hvvvlGJCQkSMe3bNky3VtU6Xm57NfZunWr9J6dzFi+fLkoWLBguttTenYOHz5ss37nzp3CycnJ5jaKxWIRtWvXFgMHDhTe3t5iyJAhNscMGzZM1KlTJ83zuLm5iaVLl4p79+6l+kybNk0ULlw41TH3798XMTExQgghEhISRIkSJUTnzp2F1WoVLVq0EIsXLxaPHz8WJUqUENWqVRO+vr7im2++EbVq1RJff/21VM7169dFu3btpFs+Qghx/vx5AUD8888/Qojk3rivvvpK3L59O91rJYQQw4cPF127dhU3btwQbdq0EUqlUowePVpYrVaRmJgoOnfuLACIjz/+WGzcuDHV8b/++muG/x7Lly8XRYoUSbXebDaLmTNnCkdHR9G4ceN03ydktVpF3759BQBRqVIlsX///lT7HD16VJQsWVJ88sknYtu2baJhw4bi6tWrYtiwYcLT01MsXLhQuLm5iTZt2ki9hURyYNghek+lvOAwrdsbaVmwYEGmxvvs2bPH5rhevXqlGq8khBDPnz8X9evXF97e3ja3e/r16yccHByk8R+vShmzkt7H398/w3Z07NhReHh4SC8nTLkWuXPnFuXKlRPPnj0TW7dulca6vDoG6VVnz54VAMTZs2cz3O9VAwYMEK1btxafffaZKFy4cJohdcuWLaJChQri6NGjqbbNnDnztf8WAQEBqY7r37+/UCgU4uuvv87Uv/2SJUuEl5eXGDZsmBBCiKSkJDF58mRRqVIlkS9fPpsXIW7cuFEEBgaKEiVKiEuXLgkhhDh8+LDw9PQUhQsXFk+fPs3k1SF6uxh2iN5T69atEwBEXFxcpvY3GAzS+KK35d69e9JblFPs2rVLzJgxI91zhYWF2fSAvamLFy/ajA8SQogzZ86I7t272/Q+bNy4UfTr1++1PV9///23ACCOHTv2r+pjtVr/VXumTJny2p4dNze3VOvj4uLS7KXJyJMnT2x6gH799VexbNkykZiYaLPfxYsXxZQpU6RByynu378vfv/99zc6J9HbpBDi/26sEhFRjpGYmIikpKRU808RUWoMO0RERGTXOF0EERER2TWGHSIiIrJrDDtERERk1xh2iIiIyK7xlZZInjDx0aNHcHNzs5mJmYiIiLIvIQTi4uKQL1++NN/enoJhB8CjR4+QP39+uatBRERE/0J4eDgCAgLS3c6wg/8/f1B4eDjc3d1lrg0RERFlhl6vR/78+V87DyDDDiDdunJ3d2fYISIiymFeNwSFA5SJiIjIrjHsEBERkV1j2CEiIiK7JtuYnaSkJMTExMDf399m/bFjx7B161ZMnz49U+WYTCZoNJq3UqcyY/ZCqXV+K2UREREREDalmdxVkK9n58SJE/jwww+xfft2m/VFixbF4sWLERYW9toynj9/jkKFCuHEiRNZVEsiIiLK6WTr2alXrx7++OMPdOjQAa6urujQoQMUCgVcXV2h0WhQo0YNGI1GqFQqaDQahIeHpyrDy8sLLVq0wObNm1G9enUZWkFERETZnWxh5/Lly6hatSpCQ0Ph4OCAiIgI1KxZE2vXrkVQUBBu376NBg0a4MSJE/D394fBYICjoyOUSmWaj5jNmjVL+m8hBCpVqoQzZ868yyYRERFRNiTLbSy9Xo9WrVqhbdu2ePbsGQDA0dERixcvRteuXXH69Gm0b98eCxYskMb0qNXJuezAgQMwm80ZfhYuXAhHR0c5mkZERETZjCxhx93dHRcuXIBarcby5cul9RUqVEDTpk1RrVo1BAUFoW7dutI2q9WKL774AgUKFHht+cWKFcNHH32UJXUnIiKinEW221ienp7YuHEjAODGjRs4cuQINmzYALVajcOHD2Pt2rUoWLAgGjRogOrVq6Nbt26YNWsWFi9ebPP0VUJCApRKpU1PjsFgQL169dI9t8FggMFgkJb1en0WtJCIiIiyA1mni4iPj8eQIUMQGBiImzdvQqFQoFu3bqhduzb8/f1x9OhRVKlSBTdu3ICbmxtMJlOqMnr06IGAgABMmDAh0+edPHkyxo0b9zabQkRERNmUrGFn2bJliI6OxrJlywAAnTp1gtlsBpB820qn02H48OFv/bzBwcEYOXKktJwykRgRERHZH9nCTmJiIqZOnYq9e/dK62JjY5EvXz4AgFKphEqlypJza7VaaLXaLCmbiIiIshfZXio4adIk1KpVC6VKlQIAREZG4syZM6hcubJcVSIiIiI7JEvPzsOHD/Hzzz9L78F59uwZ2rVrh549e8LHxwdA8rtyhBCvLctgMLx2anciIiJ6f8kSdgICAnD9+nXpMfItW7agaNGimDp1qrSP0WhEUlJSumVcu3YNFSpUgMlkwoYNG7K8zkRERJQzKURmuk+yqUuXLiEwMBAeHh7/qRy9Xg8PDw/odDq4u7u/pdoRERFRVsrs97esT2P9V+XLl5e7CkRERJTNyTZAmYiIiOhdYNghIiIiu8awQ0RERHaNYYeIiIjsGsMOERER2TWGHSIiIrJrDDtERERk1xh2iIiIyK4x7BAREZFdY9ghIiIiu8awQ0RERHaNYYeIiIjsWo6eCHTPnj3w9vbGhx9++FbKKzNmL5Ra57dSFhER2aewKc3krgK9IdnCzrNnzxAREQGNRiOt++GHH+Dl5YWRI0dK64xGIwIDA9Ocun3ChAkYOnToWws7REREZH9kCzsPHz7E9u3b4ejoKK17/PgxdDodduzYAQAQQiApKQmdO3eWws6UKVMwa9Ys+Pj4wGAwYPz48Rg/frxUxt27d3Hp0iUUK1bs3TaIiIiIsiXZwk65cuUwduxYnD59WurdefbsGZRKJW7dugUAMBgMaNGiBYoWLSodp1ar0b17d4wfPx5TpkxBcHCwdLwQAhqNBvny5Xv3DSIiIqJsSZawY7VaERYWhjlz5kCp/P9jpEeNGgVvb298+eWX0jqLxYI7d+6gcOHCUCgU0v5CCOzbtw8RERFYuHAhACAqKgoeHh5wcXF5tw0iIiKibEuWsKPX61GkSJF0t8+YMSPVusTERDg6OkphR6vVYtOmTahQoQK+/fZb7Nq1C5s3b0alSpVee36DwQCDwWBTHyIiIrJPsoQdDw8PREVFQavVQqFQZLivEAImk0ka22O1WqVtuXPnxs2bN+Hm5oagoCC0adMG7dq1e+35J0+ejHHjxv23RhAREVGOoBBCCLlOvn//fjRv3hx58uRJc3t0dDR+/PFHjBgxQlo3b948TJ06NcNynz9/jmHDhtkMXH5ZWj07+fPnR/7hG/noORERZYiPnmcfer0eHh4e0Ol0aT61nULW9+w4OjqiSJEi6fayzJ0716by169fR8+ePTFo0CDs3LkTv//+O1asWAEAuH37NnLnzg13d3cMGzYMfn5+6Z5Xq9VCq9W+1bYQERFR9iTrG5TVajUsFgtevHiR5sdkMtmEklatWiE0NBRA8vt3oqOjpW39+vXD8ePHASQnPW9v73fbGCIiIsqWZH+DclhYGMaOHZvmtpfDDABoNBqo1WoYjUaYTCYkJSXh/v37MJlMMJvN0rgenU4HHx+frK46ERER5QCyhh2r1Ypq1arh8OHDqdY/fvwYvXr1shnAnDt3brRu3RoODg5wcHCARqPBZ599Bo1Gg+vXr8NoNAJIHrPDsENERESAzGHn5UHCL1MoFGjfvj3i4uJspoI4ePBgumVdvHgRx48fx65du3D+/PkMH20nIiKi94esT2NlxGq12rxwMDO2bduGs2fPomXLlm80X1ZmR3MTERFR9pHZ7+9sG3beJYYdIiKinCez39+yPo1FRERElNUYdoiIiMiuMewQERGRXWPYISIiIrvGsENERER2jWGHiIiI7BrDDhEREdk1hh0iIiKyaww7REREZNcYdoiIiMiuMewQERGRXZN11vOsYDaboVb/u2aVGbMXSq3zW64RERFlN2FTmsldBXqHZOvZ2bx5M+7fvy8t9+vXD+PHjwcATJkyBV9//TUAYMuWLWjRogUMBgPu3r2LwMBAAIDRaITJZAIALF26FG3btoUQAr1798bVq1elbURERPR+k61nZ9OmTejbty9WrlyJEiVKYO3atTh+/Dh0Oh1mzJiB33//HRaLBWPGjEH37t2h1Wqh1WphtVoBAF999RV+++03aLVaxMfHIzExEYUKFQIAHDp0CHXr1sXKlSvlah4RERFlE7KFnXXr1mH06NF4+vQpfv75Z3z//ff44IMPMGjQILRs2RJ16tTBrFmzYLFYMHz4cACASqWCUpncGfXzzz9j3LhxUlkHDhzA0qVLpf3c3NxkaRcRERFlL7KFHYvFgh9//BEAcODAAZw8eRImkwnVq1fHqFGjEB4ejmrVquHHH3/Enj170LBhQ1gsFgDJt7CuXr2KSpUqwd3dHUajEWazGYGBgbBYLChevDjOnz8vV9OIiIgoG5FlzM6hQ4cQFBSEbdu2AQCWL1+Ox48fo3v37ujatSuaNm2KYcOGoWrVqli6dCm6deuGwYMHo3jx4njw4AE8PT1x9OhR+Pj4YMGCBejevTsqV66MBQsWIDg4GE5OTnI0i4iIiLIhWXp2atWqheHDh6Nr165Yt24dWrRogd9//x0KhQJA8i0qlUoFAGjVqhWuX78OPz8/jBs3DtWqVUNYWBhu3LiBH3/8EUlJSTCZTLBYLEhKSoLRaHzt+Q0GAwwGg7Ss1+uzpqFEREQkO1nCjlqtxpAhQ9CmTRsEBARgw4YN6NatG/LlywcAePjwIXx9feHo6IgXL16gTp062LRpk00ZQgjo9XpMnz4dsbGxiIuLw/Tp05GUlAQfH58Mzz958mRpvA8RERHZN1lfKnjmzBmsX78eWq0WpUqVQlhYGMLCwhAQEIA1a9YgLCwM06dPh1arTXWsg4MDWrVqhZCQEMycORO9e/dGSEgIPvjgA/Tr1y/D8wYHB0On00mf8PDwrGoiERERyUzWlwrOnDkTzZo1Q1BQEK5cuQJPT08AybeVWrduDbVaDaPRiLZt29ocFxkZiYoVK0KhUEjHAMCyZcvw4sUL7N27F1988QU2bdqEBg0apDpvymPsREREZP9k69m5efMmzpw5gz59+gAAypYti9jYWMTGxqJAgQLYunUrYmNjMW/evFTH+vr64uHDh7hy5QpatWqF6Oho6diaNWti9+7dePz4MerUqfOOW0VERETZjWxhZ+rUqWjWrBl8fHxgtVqlnh1PT088ePAArVu3hqenJwYNGgQhhM2xSqUSbm5uyJMnDy5dumTz8sCkpCQoFAo4OTn962kjiIiIyH7Ikgbi4+Nx//59fP755wCAxMRElC1bFhcvXky174oVK7Bjxw4AqZ+i0mg02Lt3L/z8/BATE4MqVaogOjoahQsXfiftICIiouxPIV7tNsnBTp06hVKlSsHd3f2NjtPr9fDw8IBOp3vjY4mIiEgemf3+tqv7PNWqVZO7CkRERJTNyProOREREVFWY9ghIiIiu8awQ0RERHaNYYeIiIjsGsMOERER2TWGHSIiIrJrDDtERERk1xh2iIiIyK4x7BAREZFdY9ghIiIiu8awQ0RERHbNrubG+q/KjNkLpdZZ7moQkR0Lm9JM7ioQvXdyVM/OsWPHcOfOndfu9+DBg3dQGyIiIsoJZA87o0ePRqtWraTl7777Dl26dIHFYkm176lTp/Dhhx9i586dAIC7d+9i0qRJ+O6779CrVy80aNAAuXPnRrFixXDx4sV31QQiIiLKxmS7jTV37ly0b98efn5+cHd3BwDo9XosXrwYO3bsgEqlAgBYrVbExcXBw8MDX375JQoVKoRJkyahcePGuHPnDubMmYMpU6agZs2ayJUrF/Lly4c8efJAqZQ9xxEREVE2IFvYCQ4OxkcffQS1Wi0Fm/Hjx8NisaBDhw5QKBQAAJPJBJ1OhxcvXiA+Ph7t2rVD27ZtoVAooNVq4e3tjW7dusnVDCIiIsrmZOv+cHZ2hpubm7R8+PBhrFmzBiEhIahSpQpGjRqFsLAwRERE4MWLF7h37x4KFiyI5cuXS0FIrU47q1mtViQkJMBqtb6TthAREVH2lS2exrJarfj222+xbNky5M2bF5MnT0a9evUQFxeHL774AgBQqFAhrFy5Ej169ICbmxvat2+PpKQkXL16VQo9QghYrVYolUpYrVZcuHABH3zwQarzGQwGGAwGaVmv17+TdhIREdG7ly0GtiiVShw7dgxNmzYFABQrVgx79+5FTEyMzX7NmjXD1atX0a5dOwBAQkICqlatCrPZDLPZjN9++w21a9eGxWKB2WxG+fLl0zzf5MmT4eHhIX3y58+ftQ0kIiIi2WSLsAMAT548gUKhQGBgIAICAlCmTBmsW7cOefLkgbe3t7Sfs7Mzrl27BgCIi4tDrly50ixPpVJJt7teFRwcDJ1OJ33Cw8PffoOIiIgoW8g2YcfR0REAEBoaimPHjsHZ2RlhYWHYsGGDzdicJUuWoE2bNhBC4M6dO8ibN+8bn0ur1cLd3d3mQ0RERPZJtrAjhIAQQlpOeSIrLSlhx2KxYPbs2fj222+hUChw6tQpVKlSJcvrSkRERDmXbGEnKSkJSUlJ0vLLwedVKe/MWbduHQwGA7p27Yro6GgcPHgQtWrVylQZRERE9H6S7Wmsjh07wtHRESaTSXqKCgCKFi0KAPDy8kJgYCCMRiMAICYmBt9++y2GDx8OBwcHjBs3DuXKlUOJEiWkMs1mc5pvXiYiIqL3l2xhZ9GiRQAAnU6HxMREqZcnNDTUZozO1atX0aFDBzg5OaF///4YOHAgIiMjsWPHDqxZs8amTIPBYNNbRERERKQQOfTej8ViyXCcz5vQ6/Xw8PCATqfjYGUiIqIcIrPf39nmaaw39baCDhEREdm3HBt2iIiIiDKDYYeIiIjsGsMOERER2TWGHSIiIrJrDDtERERk1xh2iIiIyK4x7BAREZFdY9ghIiIiu8awQ0RERHaNYYeIiIjsGsMOERER2TXZZj3PiMFggEKhgIODwzs9b5kxe6HUOr/TcxK9qbApzeSuAhFRjpItenZq1qyJNWvWSMuDBg3C6NGjbfYRQsBisUjLderUwZ49e6TlwoUL49q1a9Ky2WzOwhoTERFRTqEQQoh3fdKrV6/if//7H9zd3aFWq/HkyRO4u7vD2Tm5V+XZs2dQKpXw9PSEyWSCTqfDzp070aBBAzg5OUGpVCI+Ph5arRZqdXLnVFxcHFxcXKBUKmEymZAnTx7cuXMnU/VJmSI+//CN7NmhbI89O0REyVK+v3U6Hdzd3dPdT5bbWKVLl4Zer5eW27Vrhz59+gAA3N3dsXLlSuTKlQsTJ060Oc5kMkn/Xa9ePYwePRp16tQBAJQpUwabNm1CiRIlsr4BRERElGPINmbHaDQCABwcHLB582YAQKdOnVCkSBEsWrQIAGC1WpGUlAStVguVSiUdp1QqsXPnTpsxPSEhIdJ2lUol7U9ERETvN9nCzpIlSzBx4kRoNBppXXR0NNRqNdauXQsgeZyOwWDAzp07UalSJQBAq1atcPToUWg0GpjNZiQmJsLNzU3a32g0YvPmzWjatGm65zYYDDAYDNLyy71MREREZF9kGbPzsl27dkGtVqNhw4bo2rUrihYtirFjx2Lx4sWIjo5GcHCwtK/ZbJbG6ADA5s2bMX/+fOzfvz9Vua/u+7KxY8di3LhxqdZzzA7lBByzQ0SULFuP2XmZh4cHRowYgYYNG0rrEhMTsWLFCixZskRal5SUBBcXFzg5OUkhJjExEQqFAk5OTlCpVNJ6o9GIYsWK4dKlS2meMzg4GCNHjpSW9Xo98ufPnxXNIyIiIpnJEnbOnDmDunXrwsvLC2q1GmazGT4+PoiLi4NKpcL8+fPh5OSEJk2awGw2Q6/XY8+ePTaPngPJA52nTp2K1atXo3HjxujRo0emzq/VaqHVarOgZURERJTdyBJ2KleujLi4OCiVya/5WbVqFZYtWwY/Pz+4u7vj1KlTGDFiBHr16gWFQpFmGfv27UNiYiIaNWqE1atXv8vqExERUQ4iy0sFlUollEolYmNjMXDgQMyZMwdbtmyBg4MDAgICsHfvXixevBiVKlXCvHnzcOvWLZvjIyIi0KdPH/z0009pjssJDw/HuXPn3lVziIiIKBuT7Q3K48ePR9GiRZGYmIhDhw7By8sLJpMJVqsV/v7+OHHiBIYNG4a5c+eiXbt20qPqJ06cwEcffYSWLVuiQ4cOyY1QKvH06VOp7D///BNdu3aVpV1ERESUvcg2QLlBgwaoX78+atSoIa3T6XRITEwEkBxgunfvju7duyM6OhoWiwWNGzfG4cOHMX78eHz99dfScW3btsXXX3+NX3/9FUDyu3vGjx//bhtERERE2ZLsj56/iRMnTiBPnjwoXLjwWy03s4+uERERUfaRYx49fxPVq1eXuwpERESUw2SLWc+JiIiIsgrDDhEREdk1hh0iIiKyaww7REREZNcYdoiIiMiuMewQERGRXWPYISIiIrvGsENERER2jWGHiIiI7BrDDhEREdk1hh0iIiKyazlqbqysVmbMXii1znJXg8hG2JRmcleBiChHy3Y9O8+ePcOmTZvkrgYRERHZCdnCzuXLl9GuXTvEx8fbrDebzfj0008REhKS7rGtW7fG77//nua2ixcvIk+ePG+1rkRERJRzyRZ2AgICEBkZibp162LatGlwdHSEr68vSpUqBXd3d9SpUwe+vr7w8PBApUqVbI41mUxwcnICAERERMDLy0vaptVqodVq32lbiIiIKPuSbcyOt7c3du/ejd9++w0mkwnt27fHmjVrpO23bt3C9evX4eHhga+//trmWI1GA7U6ueoODg424UahUEChULybRhAREVG2J0vYsVqtmDx5Mjp16oTevXvj5s2bSEhIQNeuXREREYHo6GgIIVCgQAHMnTsX06dPBwC8ePECGo1GKsdsNjPYEBERUYZkCztKpRKVKlXCkiVL0L59e5w8eRLPnj3DwYMHUwWYQoUKAQCGDx+O4sWLA0gemzNlyhRpMPOcOXOQlJSE5s2bv/b8BoMBBoNBWtbr9W+raURERJTNyDJmR61WIzg4GNu3b0ft2rWldYcPH0ahQoUQGBiIfPnywc/PD25uboiIiAAAhIWFISgoCABQtmxZ3Lp1C0+fPgUAfPzxx5gzZw7MZvNrzz958mR4eHhIn/z582dRS4mIiEhusj56XqVKFZvbUvXq1UNYWBjCwsLQr18/9OrVC3FxcfD39wcAXLp0CaVLl4bBYICrqyuaNGmCzZs3AwCCgoJQsmTJTD22HhwcDJ1OJ33Cw8OzpoFEREQkO1nDzrp169C5c2dYLJYM97NYLIiOjkZgYCCKFCmC8PBw5MqVC8HBwWjTpo2037Rp01CvXr3Xnler1cLd3d3mQ0RERPZJtqexjEYjJk6ciLFjx8LPzw9JSUlQqVTw9PQEkDyuBwDmzp2LxMREhIaG4uzZs0hISEBkZCSCgoKgUqkQHR0tlVmmTBncuHFDjuYQERFRNiVbz87kyZORN29efPbZZ4iJiUFkZCTatm2L27dvIzY2Fjdu3EDLli3x4MEDmM1mBAYGAgC2bduGWrVqQaVSyVV1IiIiykFk6dk5duwYJk6ciOPHj0OhUCAmJgYdO3aE1WqVxvB4eHggPj4e1atXx4EDB5AvXz6YzWZMnDgRc+fOlcqyWq0QQkjLQgibZSIiInq/yRJ2SpYsidGjR6NKlSoAgEGDBiEwMBDz58+Xwo6Liws2bdqErl27Ys6cOZg0aRK+++47lC9fXnqCC0h+146jo6O0bDQaYTQa/1W9QsY14vgdIiIiO6MQ2aAbJDExUZr+4VUWiwVKpRIKhQKxsbFQq9VwdXV9q+fX6/Xw8PCATqdj2CEiIsohMvv9LdsA5ZelF3QA2IzNSRm8TERERJRZsj56TkRERJTVGHaIiIjIrjHsEBERkV1j2CEiIiK7xrBDREREdo1hh4iIiOwaww4RERHZNYYdIiIismsMO0RERGTXGHaIiIjIrskWdpKSkhAREZFq/bFjx/Dll19mupytW7fi5MmTb7NqREREZEdkmwj04MGD+OyzzzB//ny0bNlSWv/kyRMEBQXh0qVLCAwMfG05zZo1Q6NGjTB06NB/XZeUicTyD98Ipdb5X5dDlJGwKc3krgIRkV3J9hOB1qtXD3/88Qc6dOgAV1dXdOjQAQqFAq6urtBoNKhRowaMRiNUKhU0Gg1Wr16NZs2aIVeuXHB2doZSmdwpFRoaiuvXr2PRokVS2QaDAe7u7jh//rxczSMiIqJsQrawc/nyZVStWhWhoaFwcHBAREQEatasibVr1yIoKAi3b99GgwYNcOLECfj7+0MIgfj4eJsykpKS4OHhgfPnz8PLy0umlhAREVF2JkvY0ev1aNWqFSpUqIB58+YhT548cHR0xOLFi9G1a1fMmTMH/fr1w4IFC+Dv7w8AUCgUqFOnDqKjo6VyjEYjzGYzatWqleocP//8Mxo2bPjO2kRERETZkywDlN3d3XHhwgWo1WosX75cWl+hQgU0bdoU1apVQ1BQEOrWrWtz3P379zFlyhSEhIRg6tSpOHz4MCwWC0JCQjBt2jRcunQJISEhUKvVkGkoEhEREWUzst3G8vT0xMaNGwEAN27cwJEjR7Bhwwao1WocPnwYa9euRcGCBdGgQQNUr14d3bp1g4uLi3T8qVOnMG/ePOzYsQPXr19H+/btcfbsWZQqVQoAoNVq0z23wWCAwWCQlvV6fRa1koiIiOQmW9gBgPj4eAwZMgSBgYG4efMmFAoFunXrhtq1a8Pf3x9Hjx5FlSpVcOPGDbi5uUGtTq6uTqfDiBEjMH/+fAghMG3aNAwePBhFixaFxWJ57XknT56McePGZXXziIiIKBt447BjtVqlJ6H+q2XLliE6OhrLli0DAHTq1Alms1k6j06nw/Dhw1MdN336dGzevBlKpRKTJk2Cl5cXPDw8sGnTJmzYsOG15w0ODsbIkSOlZb1ej/z587+VNhEREVH28kZhJyYmBrlz55YCyX+RmJiIqVOnYu/evdK62NhY5MuXDwCgVCqhUqlSHSeEwNChQzFmzBio1Wo0aNAAPXr0QNeuXWG1WjNVN61Wm+FtLiIiIrIfbxR2NBqNTQAJDg6Gg4ODtE6lUqFevXr43//+99qyJk2ahFq1akljbCIjI3HmzBlUrlw53WMsFgsSEhJQvnx5aDQaKBQKPH36FJcuXcL3338Pq9WKTp06vUmTiIiIyM69UdhxcHCAg4ODtDx16lR8+umn0nJiYiImTpyIhw8fwtvbO91yHj58iJ9//hlnzpwBADx79gzt2rVDz5494ePjAyC5B+fVJ6oSEhLg4uKCR48eSete7tlJ8ddff71Js4iIiMiOvVHYUSgUUCgU0rJSqcTq1att9vH29sbZs2fRqFGjdMsJCAjA9evXUaBAAQDAli1bULRoUUydOlXax2g0Iikpyea4hISEVGUZjUaYTCYAyU9Z/fbbbzAYDBmGLSIiInp/vNHcWAaDAbly5ZIe1XZwcIDRaLTZ5/bt2yhWrNjbrWUGLl++DD8/P+TJkwcAYDKZoNFo3qgMzo1F7wLnxiIierve+txYjx8/xvHjx2E2m7F69WrpNlPKf6cQQuDw4cPo27fvf2tBJpUrV85m+U2DzstCxjXK8GIRERFRzpOpsHP79m3UqlULnTt3htFolCbdtFqtNhNwpqwzm83vLOwQERERZSRTt7FMJhP27duH+vXrw9fXF3FxcQDSvo2VE2W2G4yIiIiyj8x+f2fq7YAajQZNmzYFAJsBykRERETZ3X+eLuLKlSupHhEPDAxkDwkRERFlC28UdkwmU6o3FNeqVUvq7RFCwGw2Y/ny5ejQocPbqyURERHRv/TGYeflMTr2MF6HiIiI7Nsbzejp5OSEefPmZbjPzp07pQHMRERERHLLdNiJj4/H9evXMWvWLADA+fPnsX//fpvenbt372LChAkoWLAgQkND335tiYiIiN5Qpm9j1a1bF/Xr18fdu3cBALt27cKqVasQFRWFatWqoWXLlmjWrBn8/f0BQJoKgoiIiEhOmZ4u4vDhw6hTpw58fX0RHR0trb979y4WLFiAefPmITExEY0bN8bvv/8OZ+ecM+0C37NDRESU82T2+ztTYcdoNKJRo+SpFPbs2YOKFSsiJiYG0dHRcHJyQqlSpVCzZk24u7tjwoQJ2Lx5M+rUqfM225OlGHaIiIhynrc6N5YQAv3794erqyv+/vtvLFiwAF5eXrh69So8PT3h6OgIjUaDPHnyoEiRImjfvj3Onj2LQoUKvbUGEREREf0bbzTrOQDkypULUVFRAACtVosGDRrAZDLBZDLh4sWLWLlyJUJCQtCnTx/4+fm9UWV2796NDz74AHnz5s30MYmJiXBycnqj87yKs56/3zgbORFRzvRWp4t42cvTRbi4uGDnzp3466+/cOjQIQwePBgXL17EqFGj3jjoAMDgwYMREhKS6f3v37+PoKAgPH369I3PRURERO+HN54uQq/Xw8HBASqVClarFS4uLnBzc0ORIkXQpEkTDBgwIFPlnDhxAp9++ilcXFygUCgghMD9+/cxbNgwKJXJGcxqtUKv1+PmzZtwcXFJVUbBggVRp04drF69Gl9++eWbNoWIiIjeA298G8tqteLs2bPIkycPChYsCCEEoqOj8dNPP+HevXs4ePAgpk+fjt69e7+2LIPBALVaDZVKhVOnTmHgwIG4cOGCtN1kMkEIAQcHBwDAjh070KZNG+nx9rSYzWZERUXBYDBkuk28jfV+420sIqKc6a0OUAaAuLg4aLVaAMDChQvRsGFD5MuXD0IIeHh4IDQ0FH369MHgwYMxcOBAfPLJJ3Bzc8uwzMGDB2PPnj1QqVSIjIyEq6srAgMDpe1GoxHDhw/H119/DSD5tlmRIkVw48YNAMDKlSvh5OSETz75RDomNDQU5cuXz2yziIiIyM5lOuz4+vpK785JTEzExo0bMXDgQGm7xWKBm5sbVq9ejcuXL0u9MelJSkrCggULoFKp8Pz5cxQtWhRnz55FwYIFbfazWq1ISkqCo6MjAgMD8c033wAAIiIiEBwcjK1bt9rs7+npif79+2e2WURERGTn3vg2FgD06dMHjRo1spnZPCYmBgEBAQgNDc3wNlOK/v3748KFC1Aqlbhw4QIKFCgAHx8fAMDt27fh7OwMf39/CCFQtmxZLFmyBL6+vtIYn5iYGCiVSnh5eUll6vV6KZB5eXnhypUraZ7bYDDY3ObS6/XInz8/b2O9p3gbi4goZ3rrt7Fe1qtXr1SBxsfHB6tWrbIJHxlZuHAhhBD47rvvoNFosG/fPjx48ABOTk548uQJOnXqhOnTp6NmzZrSMSlvbg4NDUW1atVw+fJl5MuXDwAQEhKCGjVq4OrVq/Dw8Mjw3JMnT8a4cePepMlERESUQ73xo+cAUL169VS3mwCgQ4cOmZ4m4uzZs6hXrx4OHTqE2bNnw9HRET/99BO2bNmCKlWqYNq0aejZsyeaNm2KRYsWwWq1Akh+wWG/fv0QFBSEe/fuwWKxAACCg4MxbNiw1wadlH11Op30CQ8Pf4PWExERUU7yr3p23ob9+/ejY8eOKFy4MJo0aYItW7ZAo9HA2dkZ169fx6BBg3Dw4EGcOnUKSUlJ0uPoADBjxgwcOnQIP/zwA0JCQlC2bFncuXMHmzZtytS5tVqtNNiaiIiI7Nu/GrPztu3YsQOXL1/GgwcPcOjQIZjNZowZMwbdunXL8LiTJ09iyJAhUKvViIqKgrOzM4YOHYoePXpAo9Fk+vx89Pz9xjE7REQ5U5a9Qflt+ueffzBy5EgMHDgQUVFREEKgTZs2qFOnDoYOHYphw4bhyZMn0v4hISFYv349Ro4ciVKlSqFbt27o378/Tp48iVu3buG7777D1KlTERQUhG3btsnYMiIiIsouZAs727dvR926deHu7o5Lly6hU6dOCAkJQYkSJbB06VJcunQJYWFhaNWqFVI6n86cOYPJkydDCIG5c+fi1q1b6Nu3LxQKBVQqlVRG9+7dpSe7iIiI6P0m622s58+fS09vbd68GcePH8f3338Pb29vaR+dTpepQcf/RWa7wYiIiCj7yOz3d7YYsyM3hh0iIqKcJ0eM2SEiIiLKagw7REREZNcYdoiIiMiuMewQERGRXWPYISIiIrvGsENERER2jWGHiIiI7BrDDhEREdk1hh0iIiKyaww7REREZNcYdoiIiMiuqeU4qclkgkKhgFr9/0+fmJgIJycn3Lx5E7/99hv69OmDfPnyZbrM+Ph4ODg4QKPRQAgBhULxxvUqM2YvlFrnNz6Osr+wKc3krgIREclElp6dbdu2wd/fH35+fihTpgw0Gg2qV6+Odu3aoXXr1jCbzdDpdChevDgCAwMRGBiIu3fv4tGjR9Is6a+aPXs2+vbti+XLl6N58+Ywm83vuFVERESUHckSdtq3b48RI0Zg0KBBCAkJgY+PDy5cuAAAmD9/Pho1agQfHx/ExMQgLCwMvr6+UCqVcHJyglarTbNMNzc3uLm5oXv37ihQoADCw8PfZZOIiIgom5LlNlZ6Um49TZ06FdWrV091K+rl5bt376JMmTJwdk6+7WQwGGAymbB27VrExcXh3r172LNnz7urPBEREWVLsg5QnjlzJgIDA6HX623WazQa5M+f32bdtm3bMGTIEOj1evTs2RMPHjyAn58foqOjER0djdWrV6NVq1Z49uwZTCYTdu/e/S6bQkRERNmUrGFn+PDhCAsLg7u7e6ptjo6ONsv16tVD/fr1odVq0ahRI3h7e9ts9/LyQkxMDABgxIgRCA0NzbqKExERUY6RbR8912g0Nstubm5o3bo1tFotOnXqBB8fH4SHh8PT0xMqlQrx8fGIioqCxWLBvHnzIIRIt2yDwQC9Xm/zISIiIvuU7W5jnTt3DpcuXUoVdl5lNBpRrFgxxMbGonjx4ggKCkJoaChCQ0Ph7++P4sWLp3vs5MmT4eHhIX1evWVGRERE9iNb3cY6e/YsFi9ejBcvXiBv3rzSfiaTKdWx0dHR0nFmsxmenp7IkycPlixZggYNGmR43uDgYOh0OunDJ7eIiIjsl6xPY0VGRmLr1q148eIFqlatio0bN6JQoUIoW7YsSpQoAQAYMGAAHj58CD8/Pzx8+BBxcXFo1KgRgoKCUKRIEQDJYUij0aBWrVqYN28eNmzYkOF5tVptuo+wExERkX2RpWdn5cqVGD9+PI4fP45Tp05Bo9Fg7969qFq1KhYtWoSmTZtCq9XCbDZj5MiRuHbtGubOnYuKFSuia9eu+Oqrr3D69GnUq1cPQ4YMgU6ng5ubGzw8PGCxWNCgQQPcuXNHjqYRERFRNqMQGY3kzSJRUVHQ6/VSz4yvry+io6OxfPlyfPfddzh79iz8/f3h6OiIxMREKBQKREZGQqVSwcfHBytWrMCYMWNw69YtfPXVV2jXrh2uXbuG8ePHo2jRoihXrhx27dqF7du3o2zZsq+tj16vTx67M3wjp4uwU5wugojI/qR8f+t0ujSf7E4hy22sXLlyIVeuXNJyyriZRYsWYe/evfD39weQfHvKbDZDo9HAz88PQPJYna+//hqrVq2CVqvF7Nmz0b9/f+zcuRN79+6Fr68v6tSpA4VCgVKlSsnRPCIiIspGZOnZ+a90Oh08PDyk5du3b8PDw0MKRLGxsdDpdChYsGCmymPPjv1jzw4Rkf3JbM9Ojgw7b1tmLxYRERFlH5n9/s62LxUkIiIiehsYdoiIiMiuMewQERGRXWPYISIiIrvGsENERER2jWGHiIiI7BrDDhEREdk1hh0iIiKyaww7REREZNcYdoiIiMiuMewQERGRXWPYISIiIrumlvPkT58+RWhoKGrUqPGvjjcajXBwcHhr9SkzZi9nPc/GOHM5ERH9G7L27ISGhmLw4MEAgMOHD8PR0RGBgYE2n1y5cqF9+/apjrVarahTpw6mTZv2rqtNREREOYisYUej0Ug9Mw4ODqhcuTLCwsKwZs0ajB07FmFhYfj111/h6OiY6tg5c+bg5s2baNmyJQDg2bNnCAkJeaf1JyIiouxPtrDz6NEjKJVKODg4YOvWrdDr9dK2O3fuYPv27dKyWm17t+3IkSP4/vvvsW3bNgQFBQEAli1bhvr16+PWrVvvpgFERESUI8gWdoKCgmAwGPDkyRP0798f165dAwAYDAaoVCpotVokJSXBarXaHHf69Gm0b98ey5YtQ82aNaX1X375Jbp06YIGDRogPDz8nbaFiIiIsi9ZBigLIaBUKqHRaBAeHo7du3fDyckJf/zxB+rUqYOwsDAkJiaibNmy+OSTT6TjVq1ahf79+6NcuXIICQnBmTNnEBcXh9jYWDx79gzR0dEIDw9H48aNcezYMXh5eaV5foPBAIPBIC2/3KtERERE9kWWnp0XL17A19cXCQkJaNiwIerWrSttO3nyJHr37o3mzZvj9u3bKFu2rLTNzc0NhQoVQqFChZCQkAA/Pz9UqVIFn3zyCYKDg7F8+XLcvn0bGo0GK1euTPf8kydPhoeHh/TJnz9/lraXiIiI5CNLz47RaETLli3x6NEj+Pj4pNq+e/duxMXFYf/+/Tbr27RpgyZNmsBsNmdY/qFDh9Lt1QGA4OBgjBw5UlrW6/UMPERERHZKlp4dHx8f/PLLL7h58yauXbuGpKQkadvhw4cRHx+PLVu2oE+fPtDpdDbHdunSBW5ubhl+Tpw4keH5tVot3N3dbT5ERERkn2R99Pzo0aNwc3ND586dYbFYIITAd999h++++w6lS5fG4MGDERYWZnOMg4MDxowZAyFEmp+CBQtCo9HI0yAiIiLKdmQLO+Hh4Th//jy2bt0Ki8WCv//+GwqFAocOHUKXLl0AJD9hVb58eZvjVCrVa8tWKjkLBhERESWTbbqI0aNHo2vXrnB1dcWWLVtw+vRp/Pjjj6hYsaLNfjqdDnXq1JGWrVYrxo0bh3HjxqVb9quPqxMREdH7S5awk5CQgMePH2PVqlUAkntrjEYjKlSogGPHjtnsu2HDBmzevFlaNpvNCA4OxqhRo9Isu3Tp0jCZTFlXeSIiIspRFEIIIXcl3kR8fDxUKlWaU0j8W3q9Hh4eHtDpdBysTERElENk9vtb1lnP/w0XFxe5q0BEREQ5CEfyEhERkV1j2CEiIiK7xrBDREREdo1hh4iIiOwaww4RERHZNYYdIiIismsMO0RERGTXGHaIiIjIrjHsEBERkV1j2CEiIiK7xrBDREREdi3HzY2VlcqM2Qul1lnuarzXwqY0k7sKRERkZ3J8z86uXbvw1VdfyV0NIiIiyqZkCzsJCQmwWq0263r06IFFixbZrLNYLEhMTEy3HCcnJ8ycOROxsbE2+yclJb31OhMREVHOI9ttrDJlysBsNkOp/P95KyYmBjt27MCkSZOkdRaLBcWLF8eBAwcAAAEBAXjy5Emq8nx9fQEAVqsVQgh06dIFa9asyeJWEBERUXYnW9i5e/duqnUDBgxAtWrV0KNHjwyPPXjwID766CNp+fbt2wCAYsWKAUgOSEKIt1dZIiIiyrFkHaDco0cPnDhxAg4ODgCA8PBwbN++HdOnTweQfKvru+++Q+/evW2OUygUNstTp06FRqPBvHnzAAAqleod1J6IiIhyAlkHKEdHR2PUqFEICQnB5s2bYTQaodFosG/fPoSEhOCjjz6CwWBIddyrYUar1cLV1TXT5zUYDNDr9TYfIiIisk+yhh0vLy84OTnh9u3baN68OQIDA1GmTBnUr18f169fR8WKFZE/f36bY8xmM7RaLQwGgzTAWa1WS71DQggkJCRkeBtr8uTJ8PDwkD6vnoOIiIjsh6xhZ/Xq1XBwcECDBg0wZcoU1K5dGx06dMDUqVNRu3ZtmEwmNGrUyOaY+Ph4uLi4ICgoCGq1Gmq1GrNnz8akSZOkZRcXFzx9+jTd8wYHB0On00mf8PDwrG4qERERyUS2sHPx4kW0adMGY8aMwbZt2+Dm5obChQujZs2aaN68OU6fPo2dO3ciKCgIP/74I4QQMJlMiI+PR65cuXDz5k1YLBaYzWYMHToUo0aNgtlsltblyZMn3XNrtVq4u7vbfIiIiMg+yRJ2Hj16hF69eqFBgwa4cOECPvjgAzx+/Bh79+5F9erV0bNnTyQkJODgwYNYsGAB8ubNC4VCgQcPHsDFxQU+Pj7QarWpBiqn4ABlIiIiSiHL01j58uXDP//8Iy0vWbIEefLkwY4dOxATE4Nly5ZJvS0v38b6+++/UaFChXdeXyIiIsq5ssXcWI8ePcLs2bNx9+5dtGrVCp07d07zNtS+fftQr1493L17FxqNRurZefHiBYQQePjwIYDk9+wAQMGCBd9dI4iIiChbUohs9Pa9W7duYePGjVi1ahVq1qyJZcuWSdvCwsJQokQJnDt3DtWqVYMQAhqNJs1yTCYTAgMDcfXq1UydV6/Xw8PDAzqdjuN3iIiIcojMfn9nq7CTQgiBFy9ewM3NTVp36dIlrF69Wnrh4NvEsENERJTzZPb7O1vcxnqVQqGwCToAUL58eZQvX16mGhEREVFOJet7doiIiIiyGsMOERER2TWGHSIiIrJrDDtERERk1xh2iIiIyK4x7BAREZFdY9ghIiIiu8awQ0RERHaNYYeIiIjsGsMOERER2TWGHSIiIrJr2WZuLKPRiIMHD6JRo0ZQKBSy1KHMmL1Qap1lOXdOEzalmdxVICIiypRs07OzdetWdO3aFTExMZnav3Xr1li+fLm0/Omnn2LChAnScjaczJ2IiIhkoBAypQIhhNSDI4RAxYoV0b9/fwwYMMBmP6vVCoVCgf3796Nnz55wd3eHg4MD7t27Bw8PD3h7ewMAHjx4ACcnJ+TKlQtGoxEGgwF37tzJVF1SpojPP3wje3YyiT07REQkt5Tvb51OB3d393T3ky3sjB8/Hr/88gtUKhUMBgMSExPh6elps4/ZbMaLFy9w+PBh1KxZ02Zby5Yt0bFjR3Tp0gUAMGDAABQpUgRfffXVG9eFYefNMewQEZHcsn3YSZGQkIBSpUph7Nix+Oyzz/D8+XP4+PikGreTmJiIH374IdPl5s+fH8OGDcvUvgw7b45hh4iI5JbZsCP7AOWvvvoKpUuXRo8ePRASEoKyZcsiKSkJWq3WZj+r1YoZM2Zg3759ry3z3Llz2LRpU7phx2AwwGAwSMt6vf6/NYKIiIiyLdnCjtVqxcSJE7Fx40ZcuXIFAODo6AgAcHBwAABYLBYkJSXB2dkZFosFWq0WDRo0QK9evXDy5MlUgUiv12P06NGoV68e7t+/n+65J0+ejHHjxmVRy4iIiCg7kS3sCCGwZMkSKJVKVK1aFQqFAmazGQBQqFAhAMmByGAw4Pr16/D29kZSUhKA5Fta06ZNQ/PmzW3KHDBgAKxWKz788EN8+OGH6Z47ODgYI0eOlJb1ej3y58//tptIRERE2YBsYUelUiEsLAwKhQIWi0VaLlSoEMLCwl577PDhw/Htt9/arI+NjUWVKlVee26tVpuqV4iIiIjsk6xjdhQKBZYuXYrNmzdj+/btNtsWLVqEkydPYsmSJVCpVDbb1qxZ8y6rSURERDmYrC8VPHbsGIYOHYr27dtDrbbNXQ0aNMDBgwfRuXNn6fYWAPTp0wd58+ZFmTJl0vx4eXlh1KhR77opRERElE3J1rNz9OhRtGzZEjNnzkSvXr0AADqdTtpeuHBhHDp0CDVr1kTPnj2xevVqAMmDl7/44gt8+eWXaZbbo0ePDB8/IyIioveLbGHn77//xrhx49C3b18AwOeff44VK1agevXq0j6FCxfGrl27EB0dLa0zGo2YMWMGVqxYkWa5ERERyJcvX5bWnYiIiHIO2V8qmOLWrVuIiopC1apVU93SymqZfSkRERERZR855qWCKYoXL47ixYvLXQ0iIiKyM9lm1nMiIiKirMCwQ0RERHaNYYeIiIjsGsMOERER2TWGHSIiIrJrDDtERERk1xh2iIiIyK4x7BAREZFdY9ghIiIiu8awQ0RERHaNYYeIiIjsWraZGys7KDNmL5RaZ7mr8U6FTWkmdxWIiIiyVLbo2TGZTDbLMTExEEIgLCwMmZmU3WQy4eDBg1lVPSIiIsrBZAk7QgiMHj0aT58+BQAsWrQIrVq1krZ37NgRM2bMwMiRI/Hbb7/ZHNu7d2+MGzfOZt3Dhw/RqlUrhISEZH3liYiIKEeRJexYrVY4OTmhUqVKuHr1Ko4ePYqPP/4YQHIvzdmzZ9GpUycMHz4cbm5uSExMlI7VarVwcnKyKa9QoULo1asXdu7c+U7bQURERNmfLGN2VCoVgoOD8fHHH8PPzw8nTpzAjBkz0L17d3Tp0gXx8fGoWbMmoqOj4eTkBJVKhfv370Or1UKpVEKpTM5oQUFBSExMhFKphBACCoUC8+fPBwBYLBasXbsWH330kRxNJCIiomxC1gHKlStXxueff47q1atj4cKFSExMxJYtWxAQEICwsDD06NED7du3R/PmzfHPP/9g7ty5OH36NNzc3HDt2jUcO3YMrq6ucHZ2RlxcnE3ZJpMJLi4uMrWMiIiIsgtZws6JEyewfv16TJkyBbdu3cK9e/ewfft2nDp1CvXq1YObm5u0r9VqRUJCAjw9PVGpUiXcv38fXl5eqFy5ss1+rq6umT6/wWCAwWCQlvV6/dtpGBEREWU7soSdEiVKQKvVokmTJti/fz927tyJAwcO4PTp0yhVqhROnjyJwMBAREdHY+fOnQgMDMTZs2cxaNAg3Lp1CwEBARg0aBAAIDo6OrkhatumhISEoESJEmmef/LkyakGORMREZF9kmWAsre3N6ZPn44dO3bg/v37GDVqFPr164fSpUtj5syZ0m2s9u3bY/ny5Th79my6ZT1+/BgBAQEwm83SR6vVIiAgIN1jgoODodPppE94eHhWNJOIiIiyAdnG7JjNZjRs2BAVK1ZEbGwsRowYgY8//hg9evTAo0ePUKZMGURERGDfvn3w9PTE1atXU5VhNBpx69YtlCxZUloXGxsLlUqV4W0trVYLrVabJe0iIiKi7EW2lwr+/fffCAoKwpw5c/D48WMcOHAA3377LQAgX758CAkJQatWrbBw4UIp6CQkJODZs2fYtm0bKlSogEOHDmHTpk2oV6+eVG5ERATy5MkjS5uIiIgo+5GtZ2f58uVo164dNm3ahEuXLuH06dOwWCxYv359mvvv2bMHzZs3R6lSpdChQwe0atUKSqUS27Ztw7Rp06T9IiIikDdv3nfVDCIiIsrmZAk7jx49wp49e7B48WI0bNgQxYsXx6BBg1CjRg0YDAY8fPgQAQEBSEhIwM6dO2E0GrF9+3YcPnwYNWvWBAA8e/YMtWrVwuDBg23G51y9ehX+/v5yNIuIiIiyIdkePe/atSu0Wi2OHDlis+3KlSvSAOX0CCHQunVruLm54ccffwSQ3PPTpUsX6HQ6bNiw4V/VK2RcI7i7u/+rY4mIiCh7UojMzLSZDT179gxWqxW+vr4AgMTERFy4cAElSpSAt7f3G5Wl1+vh4eEBnU7HsENERFnOYrGkmgSbUtNoNFCpVOluz+z3t6xvUP4vXg00Tk5OqF69uky1ISIiej0hBJ48eYLY2Fi5q5JjeHp6Ik+ePFAoFP+6jBwbdoiIiHKalKDj5+cHZ2fn//QFbu+EEEhISEBkZCQA/KeHjxh2iIiI3gGLxSIFHR8fH7mrkyM4OTkBACIjI+Hn55fhLa2MyPaeHSIiovdJyhgdZ2dnmWuSs6Rcr/8yxolhh4iI6B3iras38zauF8MOERERvbG///47w9fEZCcMO0RERPTGhg8fnuF77RYtWoQ7d+5g1apVaN26NZKSkjBy5EgAwKBBg7B06dJ3VVUOUCYiIpJb4Lc73+n5wqY0+89lqNVq6V13afH29kbHjh0xYsQIODg44LfffpMeuT9y5AhatWr1n+uQWezZISIiojemVCphtVrT3GYwGCCEQJs2bXDlyhU8efIEoaGhCAoKwqVLlxAaGoqPPvoIAGC1WmEwGLK0ruzZISIiojcWFRWFZ8+epbnNZDJhx44d0Ol02LZtG4oUKYLIyEhEREQgKioKGo0GJUuWhMFgwPPnz9GtWzcsWrQoy+rKnh0iIiJ6IwkJCbh//z7Onz+f5nZXV1dMmDABDx8+ROvWrVGqVCmEhoZi0qRJuHjxIoYPH46wsDAsW7YMDRo0yNKgA7Bnx0aZMXuh1Nr3+w/exn1aIiJ6vx0/fhy5c+fGkSNHpBf+vSwkJATNmjXDrFmzYDQasWXLFnTt2hXffPMNDh8+jFy5cgEAHj16hHz58mV5fWUPO/Hx8XBxcZGWExMT8eeff6J169ZwcHCQsWZERESUlpUrV+Kzzz6DTqfDTz/9hBkzZthsL1WqFM6dOwdXV1eULFkSR48eRYECBaDX6xEQEIB169YBAO7evYvixYtneX1lvY117NgxFC9eHDqdDhaLBQAQERGB3r17Q61OP4e1bt0av//+e5rbLl68iDx58mRJfYmIiN53N2/exLZt29CrVy8MGTIECxYswPXr1232OXnyJMqWLYu8efPi+fPn+Oijj+Dt7Y0//vgDEydORO7cuXHhwgUcO3bsnUziLVvYMRgMGDhwIEaNGoUlS5bA398fgYGBqFGjBoQQqFixIsqXL4/ixYujbdu2NseaTCZpvoyIiAh4eXlJ27RaLbRa7TttCxER0fvAbDajd+/eGDhwIIoVK4aSJUti8ODB+PTTT/HixQtpvxo1auDJkycoW7Ystm/fjrCwMNSqVQvdunUDAPTo0QNffPEFbt68icqVK2d5vWW7jdWvXz8UK1YM3bp1g5ubG7744gsAwIoVK7Bv3z6sXbs23WM1Go3U8+Pg4GATbhQKBV/FTURE9JaZzWZ06tQJSUlJGDNmjLR+3Lhx2L9/Pxo1aoQtW7ZI43ciIiLg4OCA4cOHo1SpUjh16hTWr18PAOjWrRtGjhyJ/v37v5MhK7L07MTGxkqjsJs0aYLffvsNGo0GlStXRr9+/XDjxg1otVpUrFgRbm5uuHjxIgDgxYsXNs/im81mBhsiIqIsdvPmTdSvXx/Xrl3Dnj17bMbaOjo6Yt++fUhISED58uWxfPlyWCwW+Pv748CBA/j+++9x4MAB1K9fHzVq1EB8fDwGDhyIihUrYtWqVTh+/HiW11+Wnh1PT08cOXIECxcuBAC0a9cOn3/+Oc6dO4eAgAAcP34cJUqUwNGjR9G4cWOp52b48OHSQKaLFy9iypQp2LRpEwBgzpw5SEpKQvPmzV97foPBYBOa9Hr9224iERFRpmXnJ2UTEhLQtGlTVK5cGdu3b4eHh0eqfby9vXHs2DGMHj0aK1asQNu2bbFx40asXbsWjo6OOHHiBAoXLoyVK1eifPnyaNq0KY4cOYL169ejYcOGmDRpEoYNG5ZlbZDtNta5c+cwYsQIbNmyBRaLBfHx8RgwYABiY2MxZMgQxMTEYPjw4bhz5440rXtYWBhatGiBEydOoGzZspg9ezaePn0KAPj444/RqFEjNG7c+LXnnjx5MsaNG5el7SMiIrIHzs7OOH36dIZTQwCAi4sLZsyYAavVCqVSiRcvXmDatGmoUqWKtI+TkxNWrlyJGjVqAAC6du2KIkWKvLbs/0qWsHPx4kW0atUK3t7e0Gq1cHBwwNmzZwEAgwcPBgAp4Q0fPhxFixYFAFy6dAmlS5eGwWCAq6srmjRpgs2bNwMAgoKCULJkSamnJyPBwcHSZGRAcs9O/vz532obiYiI7MWbhBGlMnmEzIgRI1Jt++STT1Kt+9///vfvK5ZJsoQdLy8vTJgwAb/99hsAYObMmfjll1/g7Oxs88i5EAIGgwGFChXC+vXrERgYiCJFiiA8PBy5cuVCcHAwEhMTMW/ePADAtGnT8OzZM6xYsSLD8/OJLSIioveHLGGnYMGC6NmzpxR2+vXrhz59+uD58+dwdHTEDz/8gJkzZ8LJyQlRUVHw8fGBUqnE2bNnkZCQgMjISAQFBUGlUiE6Oloqt0yZMrhx44YcTSIiIqJsKlvMjbVmzRr069cPY8aMwb59+wAAS5YsAQD0798fEydOlPbdtm0batWqBZVKJUtdiYiI/ov0ZgqntL2N6yXrdBFGoxEmkwlr1qzBl19+ib/++gtCCMyYMQPOzs7o0qULunbtiiFDhmDo0KFwcXHBxIkTMXfuXKkMq9UKIYS0LISwWSYiIsoOHBwcoFQq8ejRI+TKlQsODg58fUoGhBAwGo2IioqCUqn8T+/jkTXspDwC/sUXX6BJkyZ4/vw5Ro4ciSlTpsBkMsFisWDWrFm4ceMG3Nzc8M0336B8+fKoXbu2VIbZbIajo6O0bDQaYTQa5WgOERFRupRKJQoVKoTHjx/j0aNHclcnx3B2dkaBAgWkgc//hkLkoG6Q2NhYqNVquLq6vtVy9Xo9PDw8oNPp4O7u/lbLJiIiepkQAmazWZoTktKnUqmgVqvT7QHL7Pe37LOevwlPT0+5q0BERPSfKBQKaDQaaDQauavy3sgWA5SJiIiIsgrDDhEREdk1hh0iIiKyazlqzE5WSRmjzQlBiYiIco6U7+3XPWvFsAMgJiYGADg/FhERUQ4UFxeX5mzsKRh2kDw1PQA8ePAgw4v1PkuZLDU8PJyP56eB1+f1eI1ej9coY7w+r/e+XSMhBOLi4pAvX74M92PYwf+fodXDw+O9+OH4L9zd3XmNMsDr83q8Rq/Ha5QxXp/Xe5+uUWY6KThAmYiIiOwaww4RERHZNYYdAFqtFmPGjIFWq5W7KtkWr1HGeH1ej9fo9XiNMsbr83q8RmnLUXNjEREREb0p9uwQERGRXWPYISIiIrvGsENERER2jWGHiIiI7Np7H3ZCQkJQpUoVeHl54auvvnrt/Brvg23btqFw4cJQq9X44IMPcP36dQC8Vulp3LgxVqxYAQA4cuQISpYsCV9fX/z888/yViyb+Oabb9CiRQtpmT9HyZYsWYL8+fPD2dkZderUwd27dwHw+kRHR6NQoUIICwuT1mV0Td7H37m0rlF6f7cB/kwB73nYMRgMaNGiBSpVqoRz587h2rVr0pfW++rOnTvo2bMnpkyZgoiICBQvXhx9+vThtUrH2rVrsXfvXgBAVFQUWrZsic6dO+PkyZNYu3YtDh06JHMN5XX58mXMmzcPs2bNAsDfuRR37tzB+PHjsW3bNty4cQNFihRBjx493vvrEx0djebNm9t8iWd0Td7H37m0rlF6f7cB/s5JxHtsy5YtwsvLS8THxwshhLh48aKoUaOGzLWS159//ikWLlwoLR88eFA4OTnxWqUhJiZG5M6dWwQFBYnly5eLX375RZQoUUJYrVYhhBBbt24VXbp0kbmW8rFYLKJq1arihx9+kNbx5yjZ77//Ljp06CAtHzt2TOTNm/e9vz7169cXs2bNEgDEvXv3hBAZ/8y8j79zaV2j9P5uC8HfuRTvdc/OpUuXUK1aNTg7OwMAypUrh2vXrslcK3k1b94c/fr1k5Zv3ryJYsWK8Vql4YsvvkCbNm1QrVo1AMk/T3Xr1oVCoQAAfPjhhzh//rycVZTVggULcOXKFQQGBmL79u0wGo38Ofo/pUqVwsGDB3Hx4kXodDrMmzcPH3/88Xt/fRYvXoyhQ4farMvomryPv3NpXaP0/m4D/J5L8V6HHb1ej0KFCknLCoUCKpUKz58/l7FW2YfRaMSMGTMwYMAAXqtXHDp0CAcOHMDUqVOlda9eI3d3dzx69EiO6snuxYsXGDNmDAoXLoz79+/jl19+Qc2aNflz9H9KlSqF9u3bo0KFCvD09MTJkycxffr09/76vNz2FBldk/fxdy6ta/Syl/9uA/yeS/Fehx21Wp3qldqOjo5ISEiQqUbZy5gxY+Di4oI+ffrwWr0kKSkJ/fv3x/z58+Hm5iatf/Uava/XBwD++OMPxMfH49ChQxg3bhz27duHuLg4LFu2jD9HAM6cOYM///wTp06dQmxsLDp37oymTZvy9ywNGV0T/s6l9vLfbYDfcyne67Dj7e2NqKgom3VxcXFwcHCQqUbZx8GDBzF37lysW7cOGo2G1+olP/74I6pUqYJmzZrZrH/1Gr2v1wcAHj58iGrVqsHX1xdA8h/ccuXKITY2lj9HANavX49OnTqhatWq8PDwwIQJE3Dnzh3+nqUho2vC3zlbr/7dBvg9l0ItdwXkVKVKFSxevFhavnfvHgwGA7y9vWWslfzu3buHzp07Y+7cuShVqhQAXquXrVu3DlFRUfD09AQAJCQkYOPGjQCA6tWrS/tduHAB/v7+clRRdgEBAUhMTLRZd//+fcycORO//vqrtO59/TmyWq2Ijo6WluPi4qSeipMnT0rr39fr87KM/vZUqVIF69atk7a9z79zaf3dBvi3WyL3CGk5mUwmkStXLrFs2TIhhBB9+vQRzZs3l7lW8kpISBClSpUSffv2FXFxcdLHaDTyWv2f8PBwce/ePenTrl07MW3aNBEVFSUcHR3Fvn37hNFoFI0bNxaDBw+Wu7qyiI6OFu7u7mL+/PkiPDxczJo1Szg6OooHDx7w50gkP43l7Owsfv75Z7F27VpRt25dUbBgQf6e/R+89KRRRn+n3+ffuZevUXp/t61WK7/n/s97HXaEEGLbtm3C2dlZ+Pj4iFy5comrV6/KXSVZbd26VQBI9bl37x6vVTq6d+8uli9fLoQQYv78+UKj0QgvLy9RqFAh8eTJE3krJ6Njx46JatWqCScnJ1G4cGGxfft2IQR/54QQwmq1ivHjx4sCBQoIjUYjKlSoIP755x8hBK+PELZf5EJkfE3e19+5l69RRn+3heDPlBBCKIR4D1+l+IonT57g/PnzqFatGnx8fOSuTrbGa/V69+7dw40bN1CrVi24urrKXZ1siT9HGeP1SS2ja8Lfudd733+mGHaIiIjIrr3XT2MRERGR/WPYISIiIrvGsENERER2jWGHiIiI7BrDDhEREdk1hh0iIiKyaww7REREZNcYdoiIiMiuMewQERGRXft/m28006GBFtsAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dt = data.groupby('城市')[['人数']].sum().sort_values(by='人数', ascending=True)\n",
    "dt.plot(kind='barh', title=year + '年暑期各城市收客人数')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-30T16:02:15.053232Z",
     "end_time": "2024-07-30T16:02:15.248290Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: title={'center': '2024年暑期各线路收客人数'}, ylabel='线路代码'>"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dt = data.groupby('线路代码')[['人数']].sum().sort_values(by='人数', ascending=True)\n",
    "dt.plot(kind='barh', title=year + '年暑期各线路收客人数')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-30T16:02:15.248290Z",
     "end_time": "2024-07-30T16:02:15.407232Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: title={'center': '2024年暑期计调收客人数'}, ylabel='计调'>"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dt = data.groupby('计调')[['人数']].sum().sort_values(by='人数', ascending=True)\n",
    "dt.plot(kind='barh', title=year + '年暑期计调收客人数')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-30T16:02:15.386236Z",
     "end_time": "2024-07-30T16:02:15.549654Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: title={'center': '2024年暑期济宁组团社收客前20名'}, ylabel='组团社'>"
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dt = data[data['城市'] == '济宁'].groupby('组团社')[['人数']].sum().sort_values(by='人数', ascending=True)\n",
    "dt.tail(20).plot(kind='barh', title=year + '年暑期济宁组团社收客前20名')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-30T16:02:15.549654Z",
     "end_time": "2024-07-30T16:02:15.822656Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: title={'center': '2024年暑期临沂组团社收客前20名'}, ylabel='组团社'>"
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 600x1200 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dt = data[data['城市'] == '临沂'].groupby('组团社')[['人数']].sum().sort_values(by='人数', ascending=True)\n",
    "dt.tail(50).plot(kind='barh', title=year + '年暑期临沂组团社收客前20名', figsize=(6, 12))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-30T16:02:15.824651Z",
     "end_time": "2024-07-30T16:02:16.113229Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-30T16:02:16.113229Z",
     "end_time": "2024-07-30T16:02:16.116049Z"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
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